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Multiple server units with large heatsinks and green indicator lights sit stacked in a data center rack with sunlight streaming through a nearby window
Article · aiDeep read

Mixture-of-Experts Models: How They Work and Why They Cut Inference Costs

MoE models activate only a fraction of their parameters per token: DeepSeek-V3 fires 37B of 671B, delivering large-model quality at small-model compute cost. How routers, experts, and load balancing actually work, and where the savings are and are not real. With an interactive dense-vs-MoE view.

Ahmad J · Aug 6, 2026 · 10 min read